Off-Policy Reinforcement Learning with Delayed Rewards. - Beining Han; Zhizhou Ren; Zuofan Wu; Yuan Zhou 007; Jian Peng 001 (ICML, 2022)

Rotamer Density Estimator is an Unsupervised Learner of the Effect of Mutations on Protein-Protein Interaction. - Shitong Luo; Yufeng Su; Zuofan Wu; Chenpeng Su; Jian Peng 001; Jianzhu Ma (ICLR, 2023)

Full-Atom Peptide Design based on Multi-modal Flow Matching. - Jiahan Li; Chaoran Cheng; Zuofan Wu; Ruihan Guo; Shitong Luo; Zhizhou Ren; Jian Peng 001; Jianzhu Ma (ICML, 2024)

Projecting Molecules into Synthesizable Chemical Spaces. - Shitong Luo; Wenhao Gao 001; Zuofan Wu; Jian Peng 001; Connor W. Coley; Jianzhu Ma (ICML, 2024)

Enhancing Protein Mutation Effect Prediction through a Retrieval-Augmented Framework. - Ruihan Guo; Rui Wang; Ruidong Wu; Zhizhou Ren; Jiahan Li; Shitong Luo; Zuofan Wu; Qiang Liu 001; Jian Peng 001; Jianzhu Ma (NeurIPS, 2024)